He read the notice again, the words jumping off the page and mocking him. He threw the letter onto the counter, where it landed with a slap. He couldn’t bear to look at it anymore.

His hands shook as he reached for a cigarette. He lit it, drawing deeply, the smoke a small comfort against the chaos. The ash trembled in his fingers.

He stared out the window, at the world continuing, oblivious. The city lights blurred through his tear-filled eyes. He felt a deep, overwhelming sense of being completely, utterly alone.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216